The state of generative artificial intelligence (GAI) in radiology and dentistry

IF 1.9 3区 医学 Q2 DENTISTRY, ORAL SURGERY & MEDICINE Oral Surgery Oral Medicine Oral Pathology Oral Radiology Pub Date : 2025-03-01 Epub Date: 2025-02-04 DOI:10.1016/j.oooo.2024.11.003
Dr. Suvendra Vijayan , Dr. Anitha Potluri
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引用次数: 0

Abstract

Objective

This oral presentation proposes to explain the current state of generative artificial intelligence (GAI) in health care and education. We will also showcase a research project that used GAI to create radiographic images and another ongoing project exploring the potential of GAI in dental education and research.

Study Design

Research 1—A pilot study was conducted to enhance ultra-low dose cone beam computed tomographic images of dry skulls to diagnostically acceptable standards. The images were trained using a pix2pix deep generative model.
Research 2—A pilot study is being conducted exploring the accuracy of case reports generated by ChatGPT. We queried ChatGPT to create hypothetical case reports and modified the queries to get the best possible output.

Results

Research 1—Preliminary results indicated that the synthesized images are comparable with images made with normal exposure.
Research 2—Preliminary results indicate that ChatGPT can create a convincing and accurate case report. Limitations in use of citations were observed.

Conclusion

GAI like Open AI's ChatGPT, Google's Bard, and Microsoft's CoPilot have caused a massive shift in public knowledge of AI. GAI will have major impact in health care and education.
GAI tools like ChatGPT have huge potential for use and misuse in educational and research spheres. Creating questions and explanation on complex topics can be done on these tools. Websites like MidJourney can create interesting and novel images. Radiographic images can be created using specific algorithms.
We intend to demonstrate how to effectively use GAI like ChatGPT, describe ethical concerns and how to address and regulate them in academia, and identify innovative uses for AI and ChatGPT in dental care and education. GAI is a freight train with no breaks and as educators and healthcare practitioners we need to discuss and propose policies and safeguards for responsible use of AI.
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生成式人工智能(GAI)在放射学和牙科中的应用现状
目的本口头报告旨在解释生成式人工智能(GAI)在医疗保健和教育中的现状。我们还将展示一个使用GAI创建放射图像的研究项目,以及另一个正在进行的探索GAI在牙科教育和研究中的潜力的项目。研究设计研究1 -一项初步研究旨在增强干颅骨的超低剂量锥束计算机断层图像,使其达到可接受的诊断标准。使用pix2pix深度生成模型对图像进行训练。研究2:正在进行一项试点研究,探索ChatGPT生成的病例报告的准确性。我们查询ChatGPT以创建假设的案例报告,并修改查询以获得最佳输出。结果研究1 -初步结果表明,合成图像与正常曝光图像具有可比性。研究2 -初步结果表明,ChatGPT可以创建一个令人信服和准确的病例报告。观察到引文使用的局限性。像Open AI的ChatGPT、b谷歌的Bard和微软的CoPilot这样的人工智能已经引起了公众对人工智能知识的巨大转变。GAI将对卫生保健和教育产生重大影响。像ChatGPT这样的GAI工具在教育和研究领域具有巨大的使用和误用潜力。可以在这些工具上创建关于复杂主题的问题和解释。像MidJourney这样的网站可以创建有趣和新颖的图像。射线照相图像可以使用特定的算法创建。我们打算展示如何有效地使用像ChatGPT这样的GAI,描述伦理问题以及如何在学术界解决和规范这些问题,并确定AI和ChatGPT在牙科保健和教育中的创新用途。人工智能是一列没有休息的货运列车,作为教育工作者和医疗从业者,我们需要讨论并提出负责任使用人工智能的政策和保障措施。
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来源期刊
Oral Surgery Oral Medicine Oral Pathology Oral Radiology
Oral Surgery Oral Medicine Oral Pathology Oral Radiology DENTISTRY, ORAL SURGERY & MEDICINE-
CiteScore
3.80
自引率
6.90%
发文量
1217
审稿时长
2-4 weeks
期刊介绍: Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiology is required reading for anyone in the fields of oral surgery, oral medicine, oral pathology, oral radiology or advanced general practice dentistry. It is the only major dental journal that provides a practical and complete overview of the medical and surgical techniques of dental practice in four areas. Topics covered include such current issues as dental implants, treatment of HIV-infected patients, and evaluation and treatment of TMJ disorders. The official publication for nine societies, the Journal is recommended for initial purchase in the Brandon Hill study, Selected List of Books and Journals for the Small Medical Library.
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